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Mechanisms of Action (MoA) Prediction - Can you improve the algorithm that classifies drugs based on their biological activity?

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Motion-of-Action

Mechanisms of Action (MoA) Prediction - Can you improve the algorithm that classifies drugs based on their biological activity?

In order to solve the problem of multi-class classficiation, the code was refactored for reuse. And when there is non-labeled data, it can be used as 3-stgae.

reference: https://www.kaggle.com/kibuna/kibuna-nn-hs-1024-last-train kibuna NN hs:1024 last [TRAIN] by kibuna

Contents

  1. Train code
  2. Inference code

What is 3-stage model?

  • Stage-1: Feature를 입력받아 nonscore_pred를 학습 및 예측
  • Stage-2: Feature + train_nonscore_pred를 입력받아 train-score-pred를 학습 및 예측
  • stage-3: train-score-pred를 입력받아 최종 submission 형태로 최종 예측

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Mechanisms of Action (MoA) Prediction - Can you improve the algorithm that classifies drugs based on their biological activity?

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